C. Naresh, P. Vinod, R. Jayaganthan, S. Kornhuber, S. R.
{"title":"盐雾老化硅橡胶微纳复合材料的PCA辅助LIBS分类","authors":"C. Naresh, P. Vinod, R. Jayaganthan, S. Kornhuber, S. R.","doi":"10.1109/ICPADM49635.2021.9493934","DOIUrl":null,"url":null,"abstract":"The conductive channels formed over the silicone rubber (SR) materials due to atmospheric conditions impose a threat of arcing during the power system network operation. The present study is carried out to detect the level of contamination of insulating materials through laser induced breakdown spectroscopy (LIBS) and principal component analysis (PCA). The objective is to create a database of LIBS spectra of salt fog aged SR samples under different accelerated ageing cycles. Further, the database of spectra is transferred to new principal plane that has various clusters, and each spectrum of the ageing method aggregates at the respective cluster. Further, based on the occupancy of the LIBS spectrum of unknown material in the vicinity of already existing clusters of known samples, the level of ageing is determined qualitatively.","PeriodicalId":191189,"journal":{"name":"2021 IEEE International Conference on the Properties and Applications of Dielectric Materials (ICPADM)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Classification of Salt Fog Aged Silicone Rubber Micro Nanocomposites Through PCA Assisted LIBS\",\"authors\":\"C. Naresh, P. Vinod, R. Jayaganthan, S. Kornhuber, S. R.\",\"doi\":\"10.1109/ICPADM49635.2021.9493934\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The conductive channels formed over the silicone rubber (SR) materials due to atmospheric conditions impose a threat of arcing during the power system network operation. The present study is carried out to detect the level of contamination of insulating materials through laser induced breakdown spectroscopy (LIBS) and principal component analysis (PCA). The objective is to create a database of LIBS spectra of salt fog aged SR samples under different accelerated ageing cycles. Further, the database of spectra is transferred to new principal plane that has various clusters, and each spectrum of the ageing method aggregates at the respective cluster. Further, based on the occupancy of the LIBS spectrum of unknown material in the vicinity of already existing clusters of known samples, the level of ageing is determined qualitatively.\",\"PeriodicalId\":191189,\"journal\":{\"name\":\"2021 IEEE International Conference on the Properties and Applications of Dielectric Materials (ICPADM)\",\"volume\":\"8 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-07-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International Conference on the Properties and Applications of Dielectric Materials (ICPADM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICPADM49635.2021.9493934\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International Conference on the Properties and Applications of Dielectric Materials (ICPADM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICPADM49635.2021.9493934","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Classification of Salt Fog Aged Silicone Rubber Micro Nanocomposites Through PCA Assisted LIBS
The conductive channels formed over the silicone rubber (SR) materials due to atmospheric conditions impose a threat of arcing during the power system network operation. The present study is carried out to detect the level of contamination of insulating materials through laser induced breakdown spectroscopy (LIBS) and principal component analysis (PCA). The objective is to create a database of LIBS spectra of salt fog aged SR samples under different accelerated ageing cycles. Further, the database of spectra is transferred to new principal plane that has various clusters, and each spectrum of the ageing method aggregates at the respective cluster. Further, based on the occupancy of the LIBS spectrum of unknown material in the vicinity of already existing clusters of known samples, the level of ageing is determined qualitatively.